Adversarial Point Cloud Classification on ModelNet40
84.9Adversarial AccuracyAPC
Evaluation Results
| Method | Links | |
|---|---|---|
| APCSource Model=PointNet++, Target Model=PointNet++2026.04 | 84.9 | |
| APCSource Model=PointNet, Target Model=PointNet2026.04 | 84.7 | |
| APCSource Model=DGCNN, Target Model=DGCNN2026.04 | 83.4 | |
| APCSource Model=PointNet, Target Model=PointNet++2026.04 | 83.1 | |
| APCSource Model=DGCNN, Target Model=PointNet++2026.04 | 83 | |
| IF-DefenseSource Model=PointNet, Target Model=PointNet++2026.04 | 82.3 | |
| IF-DefenseSource Model=PointNet++, Target Model=PointNet++2026.04 | 82.3 | |
| IF-DefenseSource Model=DGCNN, Target Model=PointNet++2026.04 | 82.3 | |
| APCSource Model=PointNet++, Target Model=DGCNN2026.04 | 81.6 | |
| APCSource Model=PointNet, Target Model=DGCNN2026.04 | 81.5 | |
| IF-DefenseSource Model=PointNet, Target Model=DGCNN2026.04 | 81.4 | |
| IF-DefenseSource Model=PointNet++, Target Model=DGCNN2026.04 | 81.4 | |
| IF-DefenseSource Model=DGCNN, Target Model=DGCNN2026.04 | 81.4 | |
| IF-DefenseSource Model=PointNet, Target Model=PointNet2026.04 | 80.6 | |
| IF-DefenseSource Model=PointNet++, Target Model=PointNet2026.04 | 80.6 | |
| IF-DefenseSource Model=DGCNN, Target Model=PointNet2026.04 | 80.6 | |
| DUP-NetSource Model=PointNet, Target Model=PointNet++2026.04 | 77.4 | |
| DUP-NetSource Model=PointNet++, Target Model=PointNet++2026.04 | 77.4 | |
| DUP-NetSource Model=DGCNN, Target Model=PointNet++2026.04 | 77.4 | |
| APCSource Model=PointNet++, Target Model=PointNet2026.04 | 77.2 | |
| APCSource Model=DGCNN, Target Model=PointNet2026.04 | 77.2 | |
| SORSource Model=PointNet, Target Model=PointNet++2026.04 | 75.1 | |
| SORSource Model=PointNet++, Target Model=PointNet++2026.04 | 75.1 | |
| SORSource Model=DGCNN, Target Model=PointNet++2026.04 | 75.1 | |
| DUP-NetSource Model=PointNet, Target Model=PointNet2026.04 | 72.3 | |
| DUP-NetSource Model=PointNet++, Target Model=PointNet2026.04 | 72.3 | |
| DUP-NetSource Model=DGCNN, Target Model=PointNet2026.04 | 72.3 | |
| SORSource Model=PointNet, Target Model=DGCNN2026.04 | 69.6 | |
| SORSource Model=PointNet++, Target Model=DGCNN2026.04 | 69.6 | |
| SORSource Model=DGCNN, Target Model=DGCNN2026.04 | 69.6 | |
| SORSource Model=PointNet, Target Model=PointNet2026.04 | 65.8 | |
| SORSource Model=PointNet++, Target Model=PointNet2026.04 | 65.8 | |
| SORSource Model=DGCNN, Target Model=PointNet2026.04 | 65.8 | |
| SRSSource Model=PointNet, Target Model=PointNet++2026.04 | 65.2 | |
| SRSSource Model=PointNet++, Target Model=PointNet++2026.04 | 65.2 | |
| SRSSource Model=DGCNN, Target Model=PointNet++2026.04 | 65.2 | |
| SRSSource Model=PointNet, Target Model=PointNet2026.04 | 55.7 | |
| SRSSource Model=PointNet++, Target Model=PointNet2026.04 | 55.7 | |
| SRSSource Model=DGCNN, Target Model=PointNet2026.04 | 55.7 | |
| SRSSource Model=PointNet, Target Model=DGCNN2026.04 | 54.3 | |
| SRSSource Model=PointNet++, Target Model=DGCNN2026.04 | 54.3 | |
| SRSSource Model=DGCNN, Target Model=DGCNN2026.04 | 54.3 | |
| DUP-NetSource Model=PointNet, Target Model=DGCNN2026.04 | 42.2 | |
| DUP-NetSource Model=PointNet++, Target Model=DGCNN2026.04 | 42.2 | |
| DUP-NetSource Model=DGCNN, Target Model=DGCNN2026.04 | 42.2 |